diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
new file mode 100644
index 00000000..2a6adb29
--- /dev/null
+++ b/.gitlab-ci.yml
@@ -0,0 +1,34 @@
+image: docker:latest
+
+variables:
+  CONTAINER_BASE_IMAGE: "vdms:base"
+  CONTAINER_TEST_IMAGE: "vdms:coverage"
+  CONTAINER_TAG_NAME_PYTHON: "coverage_py"
+  CONTAINER_TAG_NAME_CPP: "coverage_cpp"
+  DOCKER_PROXY_BUILD_ARGS: "--build-arg HTTPS_PROXY=$HTTPS_PROXY --build-arg https_proxy=$HTTPS_PROXY --build-arg HTTP_PROXY=$HTTP_PROXY --build-arg http_proxy=$HTTP_PROXY --build-arg NO_PROXY=$NO_PROXY --build-arg no_proxy=$NO_PROXY"
+  DOCKER_PROXY_RUN_ARGS: "--env HTTPS_PROXY=$HTTPS_PROXY --env https_proxy=$HTTPS_PROXY --env HTTP_PROXY=$HTTP_PROXY --env http_proxy=$HTTP_PROXY --env NO_PROXY=$NO_PROXY --env no_proxy=$NO_PROXY --dns 10.248.2.1"
+
+
+Build Base Docker:
+  stage: build
+  script:
+    - docker build $DOCKER_PROXY_BUILD_ARGS --build-arg MAVEN_OPTS='-Dhttps.proxyHost=proxy-chain.intel.com -Dhttps.proxyPort=912 -Dhttps.nonProxyHosts="localhost|127.0.0.1"' -f docker/base/Dockerfile -t $CONTAINER_BASE_IMAGE .
+
+
+# COVERAGE TEST
+CPP Coverage:
+  stage: test
+  before_script:
+    - docker rm -f $CONTAINER_TAG_NAME_CPP
+    - docker build $DOCKER_PROXY_BUILD_ARGS --build-arg MAVEN_OPTS='-Dhttps.proxyHost=proxy-chain.intel.com -Dhttps.proxyPort=912 -Dhttps.nonProxyHosts="localhost|127.0.0.1"' -f docker/check-in/Dockerfile -t $CONTAINER_TEST_IMAGE .
+    - mkdir -p `pwd`/reports
+  script:
+    - docker run --name $CONTAINER_TAG_NAME_CPP $DOCKER_PROXY_RUN_ARGS $CONTAINER_TEST_IMAGE bash -c "cd /vdms/tests && chmod +x run_tests.sh && ./run_tests.sh"
+    - docker cp $CONTAINER_TAG_NAME_CPP:/vdms/tests/c_coverage_report.xml c_coverage_report.xml
+  after_script:
+    - docker rm -f $CONTAINER_TAG_NAME_CPP
+  coverage: '/TOTAL.+ ([0-9]{1,3}%)/'
+  artifacts:
+    name: ${CI_JOB_NAME}-${CI_COMMIT_REF_NAME}-${CI_COMMIT_SHA}
+    reports:
+      cobertura: c_coverage_report.xml
diff --git a/docker/check-in/Dockerfile b/docker/check-in/Dockerfile
new file mode 100644
index 00000000..de02589c
--- /dev/null
+++ b/docker/check-in/Dockerfile
@@ -0,0 +1,88 @@
+#Copyright (C) 2021 Intel Corporation
+#SPDX-License-Identifier: MIT
+
+ARG UBUNTU_VERSION=20.04
+ARG UBUNTU_NAME=focal
+ARG BUILD_THREADS=-j16
+ARG MAVEN_OPTS='-Dhttps.nonProxyHosts="localhost|127.0.0.1"'
+
+#1
+FROM ubuntu:${UBUNTU_VERSION}
+
+# Dockerfile limitations force a repetition of global args
+ARG UBUNTU_VERSION
+ARG UBUNTU_NAME
+ARG MAVEN_OPTS
+
+#Install Packages
+RUN apt-get update && apt-get -y install software-properties-common && \
+    add-apt-repository "deb http://security.ubuntu.com/ubuntu xenial-security main" && \
+    apt-get -y install g++ git libssl-dev libc-ares-dev apt-transport-https \
+    ca-certificates curl gnupg-agent software-properties-common cmake python3-pip \
+    build-essential autoconf automake libtool g++ unzip bzip2 libarchive-tools \
+    cmake git pkg-config python python-dev wget libbz2-dev libssl-dev liblz4-dev \
+    mpich libjsoncpp-dev flex javacc bison openjdk-11-jdk-headless libleveldb-dev \
+    libsnappy-dev libhdf5-serial-dev libatlas-base-dev libboost-all-dev \
+    libgflags-dev libgoogle-glog-dev liblmdb-dev libjpeg8-dev libtiff5-dev \
+    libjasper-dev libgtk-3-dev libopenmpi-dev libgtest-dev ed libgtk2.0-dev \
+    pkg-config libavcodec-dev libavformat-dev libswscale-dev libtbb2 libtbb-dev \
+    libjpeg-dev libpng-dev libtiff-dev libdc1394-22-dev libopenblas-dev maven lcov && \
+    pip3 install numpy coverage vdms gcovr
+
+#Pull Dependencies
+RUN git clone --branch v1.40.0 https://github.com/grpc/grpc.git && \
+    git clone --branch libpng12 https://github.com/glennrp/libpng.git && \
+    git clone --branch v4.0.2 https://github.com/swig/swig.git && \
+    git clone --branch 4.5.3 https://github.com/opencv/opencv.git && \
+    git clone --branch v0.6 https://github.com/tristanpenman/valijson.git && \
+    git clone --branch v3.21.2 https://github.com/Kitware/CMake.git && \
+    git clone --branch v1.7.1 https://github.com/facebookresearch/faiss.git && \
+    curl http://zlib.net/zlib-1.2.11.tar.gz -o zlib-1.2.11.tar.gz && \
+    curl https://downloads.apache.org/commons/codec/binaries/commons-codec-1.15-bin.tar.gz -o /commons-codec-1.15-bin.tar.gz && \
+    curl https://storage.googleapis.com/google-code-archive-downloads/v2/code.google.com/json-simple/json-simple-1.1.1.jar -o /usr/share/java/json-simple-1.1.1.jar && \
+    wget https://github.com/TileDB-Inc/TileDB/archive/1.3.1.tar.gz
+
+RUN cd /CMake && ./bootstrap && make ${BUILD_THREADS} && make install && \
+    cd /swig && ./autogen.sh && ./configure && make ${BUILD_THREADS} && make install && \
+    cd /faiss && mkdir build && cd build && cmake -DFAISS_ENABLE_GPU=OFF .. && make ${BUILD_THREADS} && make install && \
+    cd /grpc && git submodule update --init --recursive && cd third_party/protobuf/cmake && mkdir build && cd build && cmake -DCMAKE_POSITION_INDEPENDENT_CODE=TRUE .. && make -j8 && make install && \
+    cd ../../../abseil-cpp && mkdir build && cd build && cmake -DCMAKE_POSITION_INDEPENDENT_CODE=TRUE .. && make -j8 && make install && \
+    cd ../../re2/ && mkdir build && cd build && cmake -DCMAKE_POSITION_INDEPENDENT_CODE=TRUE .. && make -j8 && make install && \
+    cd ../../zlib/ && mkdir build && cd build && cmake -DCMAKE_POSITION_INDEPENDENT_CODE=TRUE .. && make -j8 && make install && \
+    cd /grpc/cmake && mkdir build && cd build && cmake -DgRPC_INSTALL=ON -DgRPC_BUILD_TESTS=OFF -DgRPC_ABSL_PROVIDER=package \
+    -DgRPC_CARES_PROVIDER=package -DgRPC_PROTOBUF_PROVIDER=package \
+    -DgRPC_RE2_PROVIDER=package -DgRPC_SSL_PROVIDER=package \
+    -DgRPC_ZLIB_PROVIDER=package -DCMAKE_POSITION_INDEPENDENT_CODE=TRUE ../.. && make -j8 && make install && \
+    cd / && gunzip zlib-1.2.11.tar.gz && tar -xvf zlib-1.2.11.tar && cd zlib-1.2.11 && ./configure && make -j4 && make install && \
+    cd / && rm -rf zlib-1.2.11.tar zlib-1.2.11 && \
+    cd /libpng && ./configure && make -j4 && make install
+
+# Google Test
+RUN cd /usr/src/gtest && cmake . && make ${BUILD_THREADS} && mv lib/libgtest* /usr/lib/ && \
+    cd /opencv && mkdir build && cd build && cmake -D BUILD_PERF_TESTS=OFF -D BUILD_TESTS=OFF .. && make ${BUILD_THREADS} && make install
+
+# TileDB
+RUN cd / && tar xf 1.3.1.tar.gz && rm 1.3.1.tar.gz && \
+    cd TileDB-1.3.1 && mkdir build && cd build && \
+    ../bootstrap --prefix=/usr/local/ && make $BUILD_THREADS && make install-tiledb && \
+    rm -rf /TileDB-1.3.1
+
+RUN ln -s /grpc/third_party/protobuf/cmake/build/protoc /grpc/third_party/protobuf/src/protoc && \
+    cd /grpc/third_party/protobuf/java/core && mvn package && \
+    cp $(ls target/protobuf-java*.jar) /usr/share/java/protobuf.jar
+
+# Valijson
+RUN cd /valijson && cp -r include/* /usr/local/include/
+
+COPY . /vdms
+RUN [ -d /vdms/build ]; rm -rf /vdms/build
+RUN cd /vdms && git submodule update --init --recursive && mkdir build && \
+    cd build && cmake -DCODE_COVERAGE=ON .. && make ${BUILD_THREADS} && \
+    cd / && rm -rf valijson && rm -rf faiss && \
+    rm -rf grpc && rm -rf libpng  && rm -rf opencv && rm -rf swig && rm -rf CMake && \
+    cp /vdms/config-vdms.json /vdms/build/
+
+RUN echo '#!/bin/bash' > /start.sh && echo 'cd /vdms/build' >> /start.sh && \
+    echo './vdms' >> /start.sh && chmod 755 /start.sh
+
+CMD ["/start.sh"]